24 citations · 34 across the 9 of their papers we have counts for
3 papers · 1 filter
Discovering modular solutions that generalize compositionally
Simon Schug, Seijin Kobayashi, Yassir Akram +6
Many complex tasks can be decomposed into simpler, independent parts. Discovering such underlying compositional structure has the potential to enable compositional generalization.…
Would I have gotten that reward? Long-term credit assignment by counterfactual contribution analysis
Alexander Meulemans, Simon Schug, Seijin Kobayashi +2
To make reinforcement learning more sample efficient, we need better credit assignment methods that measure an action's influence on future rewards. Building upon Hindsight Credit…
Online learning of long-range dependencies
Nicolas Zucchet, Robert Meier, Simon Schug +2
Online learning holds the promise of enabling efficient long-term credit assignment in recurrent neural networks. However, current algorithms fall short of offline backpropagation…